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import logging
import pkg_resources
import re
import sys
from gym import error
logger = logging . getLogger ( __name__ )
# This format is true today, but it's *not* an official spec.
env_id_re = re . compile ( r ' ^([ \ w:-]+)-v( \ d+)$ ' )
def load ( name ) :
entry_point = pkg_resources . EntryPoint . parse ( ' x= {} ' . format ( name ) )
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result = entry_point . load ( False )
return result
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class EnvSpec ( object ) :
""" A specification for a particular instance of the environment. Used
to register the parameters for official evaluations .
Args :
id ( str ) : The official environment ID
entry_point ( str ) : The Python entrypoint of the environment class ( e . g . module . name : Class )
timestep_limit ( int ) : The max number of timesteps per episode during training
trials ( int ) : The number of trials to average reward over
reward_threshold ( Optional [ int ] ) : The reward threshold before the task is considered solved
kwargs ( dict ) : The kwargs to pass to the environment class
Attributes :
id ( str ) : The official environment ID
timestep_limit ( int ) : The max number of timesteps per episode in official evaluation
trials ( int ) : The number of trials run in official evaluation
"""
def __init__ ( self , id , entry_point , timestep_limit = 1000 , trials = 100 , reward_threshold = None , kwargs = None ) :
self . id = id
# Evaluation parameters
self . timestep_limit = timestep_limit
self . trials = trials
self . reward_threshold = reward_threshold
# We may make some of these other parameters public if they're
# useful.
match = env_id_re . search ( id )
if not match :
raise error . Error ( ' Attempted to register malformed environment ID: {} . (Currently all IDs must be of the form {} .) ' . format ( id , env_id_re . pattern ) )
self . _entry_point = entry_point
self . _kwargs = { } if kwargs is None else kwargs
def make ( self ) :
""" Instantiates an instance of the environment with appropriate kwargs """
cls = load ( self . _entry_point )
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env = cls ( * * self . _kwargs )
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# Make the enviroment aware of which spec it came from.
env . spec = self
return env
def __repr__ ( self ) :
return " EnvSpec( {} ) " . format ( self . id )
class EnvRegistry ( object ) :
""" Register an env by ID. IDs remain stable over time and are
guaranteed to resolve to the same environment dynamics ( or be
desupported ) . The goal is that results on a particular environment
should always be comparable , and not depend on the version of the
code that was running .
"""
def __init__ ( self ) :
self . env_specs = { }
def make ( self , id ) :
logger . info ( ' Making new env: %s ' , id )
spec = self . spec ( id )
return spec . make ( )
def all ( self ) :
return self . env_specs . values ( )
def spec ( self , id ) :
match = env_id_re . search ( id )
if not match :
raise error . Error ( ' Attempted to look up malformed environment ID: {} . (Currently all IDs must be of the form {} .) ' . format ( id . encode ( ' utf-8 ' ) , env_id_re . pattern ) )
try :
return self . env_specs [ id ]
except KeyError :
raise error . UnregisteredEnv ( ' No registered env with id: {} ' . format ( id ) )
def register ( self , id , entry_point , * * kwargs ) :
if id in self . env_specs :
raise error . Error ( ' Cannot re-register id: {} ' . format ( id ) )
self . env_specs [ id ] = EnvSpec ( id , entry_point , * * kwargs )
# Have a global registry
registry = EnvRegistry ( )
register = registry . register
make = registry . make
spec = registry . spec